Overview
Brought to you by YData
Dataset statistics
| Number of variables | 37 |
|---|---|
| Number of observations | 30 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 19.5 KiB |
| Average record size in memory | 665.8 B |
Variable types
| Categorical | 5 |
|---|---|
| DateTime | 2 |
| Unsupported | 1 |
| Numeric | 23 |
| Text | 1 |
| Boolean | 5 |
season has constant value "First warm / stratified" | Constant |
cruise has constant value "apr_25" | Constant |
ammonium is highly overall correlated with phosphate | High correlation |
ammonium_imputed is highly overall correlated with nitrate_nitrite_imputed and 4 other fields | High correlation |
chl is highly overall correlated with depth_m and 5 other fields | High correlation |
chl_imputed is highly overall correlated with depth_desc and 2 other fields | High correlation |
co2 is highly overall correlated with co3- and 9 other fields | High correlation |
co3- is highly overall correlated with co2 and 8 other fields | High correlation |
depth_desc is highly overall correlated with chl_imputed and 4 other fields | High correlation |
depth_m is highly overall correlated with chl and 13 other fields | High correlation |
hco3- is highly overall correlated with chl and 14 other fields | High correlation |
lat is highly overall correlated with loc and 2 other fields | High correlation |
loc is highly overall correlated with lat and 3 other fields | High correlation |
lon is highly overall correlated with lat and 3 other fields | High correlation |
nitrate_nitrite is highly overall correlated with phosphate | High correlation |
nitrate_nitrite_imputed is highly overall correlated with ammonium_imputed and 4 other fields | High correlation |
o2 is highly overall correlated with station and 1 other fields | High correlation |
omega_ar is highly overall correlated with co2 and 9 other fields | High correlation |
omega_ca is highly overall correlated with co2 and 9 other fields | High correlation |
ph is highly overall correlated with co2 | High correlation |
ph_lb is highly overall correlated with co2 and 8 other fields | High correlation |
phosphate is highly overall correlated with ammonium and 4 other fields | High correlation |
phosphate_imputed is highly overall correlated with ammonium_imputed and 4 other fields | High correlation |
pres is highly overall correlated with chl and 13 other fields | High correlation |
revelle is highly overall correlated with co2 and 11 other fields | High correlation |
sal_wat is highly overall correlated with chl and 8 other fields | High correlation |
silicate is highly overall correlated with ammonium_imputed and 3 other fields | High correlation |
silicate_imputed is highly overall correlated with ammonium_imputed and 4 other fields | High correlation |
station is highly overall correlated with lat and 4 other fields | High correlation |
ta is highly overall correlated with hco3- and 1 other fields | High correlation |
tc is highly overall correlated with chl and 7 other fields | High correlation |
temp_in_lb is highly overall correlated with loc and 3 other fields | High correlation |
temp_wat is highly overall correlated with ammonium_imputed and 15 other fields | High correlation |
nitrate_nitrite_imputed is highly imbalanced (64.7%) | Imbalance |
ammonium_imputed is highly imbalanced (64.7%) | Imbalance |
phosphate_imputed is highly imbalanced (64.7%) | Imbalance |
silicate_imputed is highly imbalanced (64.7%) | Imbalance |
depth_m has unique values | Unique |
sample_id has unique values | Unique |
temp_wat has unique values | Unique |
sal_wat has unique values | Unique |
pres has unique values | Unique |
ph_lb has unique values | Unique |
ta has unique values | Unique |
ph has unique values | Unique |
tc has unique values | Unique |
co2 has unique values | Unique |
hco3- has unique values | Unique |
co3- has unique values | Unique |
omega_ca has unique values | Unique |
omega_ar has unique values | Unique |
revelle has unique values | Unique |
datetime has unique values | Unique |
time is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
Reproduction
| Analysis started | 2025-07-31 12:43:51.682816 |
|---|---|
| Analysis finished | 2025-07-31 12:44:48.904025 |
| Duration | 57.22 seconds |
| Software version | ydata-profiling vv4.16.1 |
| Download configuration | config.json |
Variables
station
Categorical
High correlation
| Distinct | 12 |
|---|---|
| Distinct (%) | 40.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.9 KiB |
| S1 | |
|---|---|
| S3 | |
| J1 | |
| J2 | |
| P2 | |
| Other values (7) |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | S1 |
|---|---|
| 2nd row | S1 |
| 3rd row | S1 |
| 4th row | S1 |
| 5th row | S2 |
Common Values
| Value | Count | Frequency (%) |
| S1 | 4 | |
| S3 | 3 | |
| J1 | 3 | |
| J2 | 3 | |
| P2 | 3 | |
| S2 | 2 | |
| J3 | 2 | |
| P1 | 2 | |
| P3 | 2 | |
| A1 | 2 | |
| Other values (2) | 4 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| s1 | 4 | |
| s3 | 3 | |
| j1 | 3 | |
| j2 | 3 | |
| p2 | 3 | |
| s2 | 2 | |
| j3 | 2 | |
| p1 | 2 | |
| p3 | 2 | |
| a1 | 2 | |
| Other values (2) | 4 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 11 | |
| 2 | 10 | |
| S | 9 | |
| 3 | 9 | |
| J | 8 | |
| P | 7 | |
| A | 6 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 60 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 11 | |
| 2 | 10 | |
| S | 9 | |
| 3 | 9 | |
| J | 8 | |
| P | 7 | |
| A | 6 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 60 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 11 | |
| 2 | 10 | |
| S | 9 | |
| 3 | 9 | |
| J | 8 | |
| P | 7 | |
| A | 6 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 60 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 11 | |
| 2 | 10 | |
| S | 9 | |
| 3 | 9 | |
| J | 8 | |
| P | 7 | |
| A | 6 |
date
Date
| Distinct | 4 |
|---|---|
| Distinct (%) | 13.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 372.0 B |
| Minimum | 2025-04-23 00:00:00 |
|---|---|
| Maximum | 2025-04-27 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=4)
time
Unsupported
Rejected Unsupported
| Missing | 0 |
|---|---|
| Missing (%) | 0.0% |
| Memory size | 1.5 KiB |
lat
Real number (ℝ)
High correlation
| Distinct | 11 |
|---|---|
| Distinct (%) | 36.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.442 |
| Minimum | 5.23 |
|---|---|
| Maximum | 5.66 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 372.0 B |
Quantile statistics
| Minimum | 5.23 |
|---|---|
| 5-th percentile | 5.266 |
| Q1 | 5.34 |
| median | 5.445 |
| Q3 | 5.5 |
| 95-th percentile | 5.6285 |
| Maximum | 5.66 |
| Range | 0.43 |
| Interquartile range (IQR) | 0.16 |
Descriptive statistics
| Standard deviation | 0.11585961 |
|---|---|
| Coefficient of variation (CV) | 0.021289895 |
| Kurtosis | -0.58302644 |
| Mean | 5.442 |
| Median Absolute Deviation (MAD) | 0.055 |
| Skewness | 0.019481631 |
| Sum | 163.26 |
| Variance | 0.013423448 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 5.41 | 5 | |
| 5.49 | 4 | |
| 5.31 | 3 | |
| 5.5 | 3 | |
| 5.32 | 3 | |
| 5.4 | 2 | 6.7% |
| 5.23 | 2 | 6.7% |
| 5.59 | 2 | 6.7% |
| 5.66 | 2 | 6.7% |
| 5.57 | 2 | 6.7% |
| Value | Count | Frequency (%) |
| 5.23 | 2 | 6.7% |
| 5.31 | 3 | |
| 5.32 | 3 | |
| 5.4 | 2 | 6.7% |
| 5.41 | 5 | |
| 5.48 | 2 | 6.7% |
| 5.49 | 4 | |
| 5.5 | 3 | |
| 5.57 | 2 | 6.7% |
| 5.59 | 2 | 6.7% |
| Value | Count | Frequency (%) |
| 5.66 | 2 | 6.7% |
| 5.59 | 2 | 6.7% |
| 5.57 | 2 | 6.7% |
| 5.5 | 3 | |
| 5.49 | 4 | |
| 5.48 | 2 | 6.7% |
| 5.41 | 5 | |
| 5.4 | 2 | 6.7% |
| 5.32 | 3 | |
| 5.31 | 3 |
lon
Real number (ℝ)
High correlation
| Distinct | 12 |
|---|---|
| Distinct (%) | 40.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0905 |
| Minimum | -0.18 |
|---|---|
| Maximum | 0.42 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 12 |
| Negative (%) | 40.0% |
| Memory size | 372.0 B |
Quantile statistics
| Minimum | -0.18 |
|---|---|
| 5-th percentile | -0.15975 |
| Q1 | -0.0725 |
| median | 0.07 |
| Q3 | 0.22875 |
| 95-th percentile | 0.39975 |
| Maximum | 0.42 |
| Range | 0.6 |
| Interquartile range (IQR) | 0.30125 |
Descriptive statistics
| Standard deviation | 0.19045024 |
|---|---|
| Coefficient of variation (CV) | 2.1044225 |
| Kurtosis | -1.1303456 |
| Mean | 0.0905 |
| Median Absolute Deviation (MAD) | 0.16 |
| Skewness | 0.28029457 |
| Sum | 2.715 |
| Variance | 0.036271293 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| -0.02 | 4 | |
| -0.135 | 4 | |
| 0.195 | 3 | |
| 0.07 | 3 | |
| -0.18 | 2 | |
| 0.025 | 2 | |
| -0.09 | 2 | |
| 0.15 | 2 | |
| 0.24 | 2 | |
| 0.33 | 2 | |
| Other values (2) | 4 |
| Value | Count | Frequency (%) |
| -0.18 | 2 | |
| -0.135 | 4 | |
| -0.09 | 2 | |
| -0.02 | 4 | |
| 0.025 | 2 | |
| 0.07 | 3 | |
| 0.15 | 2 | |
| 0.195 | 3 | |
| 0.24 | 2 | |
| 0.33 | 2 |
| Value | Count | Frequency (%) |
| 0.42 | 2 | |
| 0.375 | 2 | |
| 0.33 | 2 | |
| 0.24 | 2 | |
| 0.195 | 3 | |
| 0.15 | 2 | |
| 0.07 | 3 | |
| 0.025 | 2 | |
| -0.02 | 4 | |
| -0.09 | 2 |
loc
Categorical
High correlation
| Distinct | 4 |
|---|---|
| Distinct (%) | 13.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.0 KiB |
| Sakumono | |
|---|---|
| Jamestown | |
| Prampram | |
| Ayitepa |
Length
| Max length | 9 |
|---|---|
| Median length | 8 |
| Mean length | 8.0666667 |
| Min length | 7 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Sakumono |
|---|---|
| 2nd row | Sakumono |
| 3rd row | Sakumono |
| 4th row | Sakumono |
| 5th row | Sakumono |
Common Values
| Value | Count | Frequency (%) |
| Sakumono | 9 | |
| Jamestown | 8 | |
| Prampram | 7 | |
| Ayitepa | 6 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| sakumono | 9 | |
| jamestown | 8 | |
| prampram | 7 | |
| ayitepa | 6 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 37 | |
| m | 31 | |
| o | 26 | |
| n | 17 | 7.0% |
| r | 14 | 5.8% |
| e | 14 | 5.8% |
| t | 14 | 5.8% |
| p | 13 | 5.4% |
| S | 9 | 3.7% |
| k | 9 | 3.7% |
| Other values (8) | 58 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 242 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 37 | |
| m | 31 | |
| o | 26 | |
| n | 17 | 7.0% |
| r | 14 | 5.8% |
| e | 14 | 5.8% |
| t | 14 | 5.8% |
| p | 13 | 5.4% |
| S | 9 | 3.7% |
| k | 9 | 3.7% |
| Other values (8) | 58 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 242 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 37 | |
| m | 31 | |
| o | 26 | |
| n | 17 | 7.0% |
| r | 14 | 5.8% |
| e | 14 | 5.8% |
| t | 14 | 5.8% |
| p | 13 | 5.4% |
| S | 9 | 3.7% |
| k | 9 | 3.7% |
| Other values (8) | 58 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 242 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 37 | |
| m | 31 | |
| o | 26 | |
| n | 17 | 7.0% |
| r | 14 | 5.8% |
| e | 14 | 5.8% |
| t | 14 | 5.8% |
| p | 13 | 5.4% |
| S | 9 | 3.7% |
| k | 9 | 3.7% |
| Other values (8) | 58 |
season
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 3.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.5 KiB |
| First warm / stratified |
|---|
Length
| Max length | 23 |
|---|---|
| Median length | 23 |
| Mean length | 23 |
| Min length | 23 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | First warm / stratified |
|---|---|
| 2nd row | First warm / stratified |
| 3rd row | First warm / stratified |
| 4th row | First warm / stratified |
| 5th row | First warm / stratified |
Common Values
| Value | Count | Frequency (%) |
| First warm / stratified | 30 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| first | 30 | |
| warm | 30 | |
| 30 | ||
| stratified | 30 |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 90 | |
| t | 90 | |
| r | 90 | |
| 90 | ||
| s | 60 | |
| a | 60 | |
| F | 30 | 4.3% |
| w | 30 | 4.3% |
| m | 30 | 4.3% |
| / | 30 | 4.3% |
| Other values (3) | 90 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 690 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| i | 90 | |
| t | 90 | |
| r | 90 | |
| 90 | ||
| s | 60 | |
| a | 60 | |
| F | 30 | 4.3% |
| w | 30 | 4.3% |
| m | 30 | 4.3% |
| / | 30 | 4.3% |
| Other values (3) | 90 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 690 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| i | 90 | |
| t | 90 | |
| r | 90 | |
| 90 | ||
| s | 60 | |
| a | 60 | |
| F | 30 | 4.3% |
| w | 30 | 4.3% |
| m | 30 | 4.3% |
| / | 30 | 4.3% |
| Other values (3) | 90 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 690 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| i | 90 | |
| t | 90 | |
| r | 90 | |
| 90 | ||
| s | 60 | |
| a | 60 | |
| F | 30 | 4.3% |
| w | 30 | 4.3% |
| m | 30 | 4.3% |
| / | 30 | 4.3% |
| Other values (3) | 90 |
depth_m
Real number (ℝ)
High correlation Unique
| Distinct | 30 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.660616 |
| Minimum | 0.94449457 |
|---|---|
| Maximum | 73.834 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 372.0 B |
Quantile statistics
| Minimum | 0.94449457 |
|---|---|
| 5-th percentile | 1.0437333 |
| Q1 | 1.3023925 |
| median | 13.358342 |
| Q3 | 45.557183 |
| 95-th percentile | 71.980087 |
| Maximum | 73.834 |
| Range | 72.889505 |
| Interquartile range (IQR) | 44.254791 |
Descriptive statistics
| Standard deviation | 27.76378 |
|---|---|
| Coefficient of variation (CV) | 1.0819608 |
| Kurtosis | -1.0831222 |
| Mean | 25.660616 |
| Median Absolute Deviation (MAD) | 12.308857 |
| Skewness | 0.7104535 |
| Sum | 769.81848 |
| Variance | 770.82748 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=30)
| Value | Count | Frequency (%) |
| 1.180230222 | 1 | 3.3% |
| 4.099514346 | 1 | 3.3% |
| 29.11788745 | 1 | 3.3% |
| 46.36342502 | 1 | 3.3% |
| 0.9919696949 | 1 | 3.3% |
| 72.93118429 | 1 | 3.3% |
| 1.365841481 | 1 | 3.3% |
| 13.82768423 | 1 | 3.3% |
| 32.58135565 | 1 | 3.3% |
| 2.197963414 | 1 | 3.3% |
| Other values (20) | 20 |
| Value | Count | Frequency (%) |
| 0.9444945722 | 1 | |
| 0.9919696949 | 1 | |
| 1.107 | 1 | |
| 1.134901015 | 1 | |
| 1.180230222 | 1 | |
| 1.197907387 | 1 | |
| 1.2418 | 1 | |
| 1.281242871 | 1 | |
| 1.365841481 | 1 | |
| 1.648 | 1 |
| Value | Count | Frequency (%) |
| 73.834 | 1 | |
| 72.93118429 | 1 | |
| 70.81763376 | 1 | |
| 70.69270421 | 1 | |
| 70.21100534 | 1 | |
| 70.0879 | 1 | |
| 47.293 | 1 | |
| 46.36342502 | 1 | |
| 43.13845815 | 1 | |
| 38.64216638 | 1 |
depth_desc
Categorical
High correlation
| Distinct | 3 |
|---|---|
| Distinct (%) | 10.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.9 KiB |
| surface | |
|---|---|
| dcm | |
| bdcm |
Length
| Max length | 7 |
|---|---|
| Median length | 4 |
| Mean length | 4.8 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | surface |
|---|---|
| 2nd row | dcm |
| 3rd row | bdcm |
| 4th row | bdcm |
| 5th row | surface |
Common Values
| Value | Count | Frequency (%) |
| surface | 12 | |
| dcm | 12 | |
| bdcm | 6 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| surface | 12 | |
| dcm | 12 | |
| bdcm | 6 |
Most occurring characters
| Value | Count | Frequency (%) |
| c | 30 | |
| d | 18 | |
| m | 18 | |
| s | 12 | 8.3% |
| u | 12 | 8.3% |
| r | 12 | 8.3% |
| a | 12 | 8.3% |
| f | 12 | 8.3% |
| e | 12 | 8.3% |
| b | 6 | 4.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 144 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| c | 30 | |
| d | 18 | |
| m | 18 | |
| s | 12 | 8.3% |
| u | 12 | 8.3% |
| r | 12 | 8.3% |
| a | 12 | 8.3% |
| f | 12 | 8.3% |
| e | 12 | 8.3% |
| b | 6 | 4.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 144 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| c | 30 | |
| d | 18 | |
| m | 18 | |
| s | 12 | 8.3% |
| u | 12 | 8.3% |
| r | 12 | 8.3% |
| a | 12 | 8.3% |
| f | 12 | 8.3% |
| e | 12 | 8.3% |
| b | 6 | 4.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 144 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| c | 30 | |
| d | 18 | |
| m | 18 | |
| s | 12 | 8.3% |
| u | 12 | 8.3% |
| r | 12 | 8.3% |
| a | 12 | 8.3% |
| f | 12 | 8.3% |
| e | 12 | 8.3% |
| b | 6 | 4.2% |
sample_id
Text
Unique
| Distinct | 30 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.5 KiB |
Length
| Max length | 23 |
|---|---|
| Median length | 23 |
| Mean length | 22.533333 |
| Min length | 22 |
Unique
| Unique | 30 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | P4504-S1-250423-D1m-OA |
|---|---|
| 2nd row | P4504-S1-250423-D4m-OA |
| 3rd row | P4504-S1-250423-D30m-OA |
| 4th row | P4504-S1-250423-D50m-OA |
| 5th row | P4504-S2-250423-D1m-OA |
| Value | Count | Frequency (%) |
| p4504-s1-250423-d1m-oa | 1 | 3.3% |
| p4504-s1-250423-d4m-oa | 1 | 3.3% |
| p4504-s1-250423-d30m-oa | 1 | 3.3% |
| p4504-s1-250423-d50m-oa | 1 | 3.3% |
| p4504-s2-250423-d1m-oa | 1 | 3.3% |
| p4504-s2-250423-d79m-oa | 1 | 3.3% |
| p4504-s3-250423-d1m-oa | 1 | 3.3% |
| p4504-s3-250423-d10m-oa | 1 | 3.3% |
| p4504-s3-250423-d30m-oa | 1 | 3.3% |
| p4504-j1-250425-d1m-oa | 1 | 3.3% |
| Other values (20) | 20 |
Most occurring characters
| Value | Count | Frequency (%) |
| - | 120 | |
| 4 | 91 | |
| 5 | 72 | |
| 2 | 71 | |
| 0 | 67 | |
| P | 37 | 5.5% |
| A | 36 | 5.3% |
| D | 30 | 4.4% |
| m | 30 | 4.4% |
| O | 30 | 4.4% |
| Other values (8) | 92 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 676 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| - | 120 | |
| 4 | 91 | |
| 5 | 72 | |
| 2 | 71 | |
| 0 | 67 | |
| P | 37 | 5.5% |
| A | 36 | 5.3% |
| D | 30 | 4.4% |
| m | 30 | 4.4% |
| O | 30 | 4.4% |
| Other values (8) | 92 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 676 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| - | 120 | |
| 4 | 91 | |
| 5 | 72 | |
| 2 | 71 | |
| 0 | 67 | |
| P | 37 | 5.5% |
| A | 36 | 5.3% |
| D | 30 | 4.4% |
| m | 30 | 4.4% |
| O | 30 | 4.4% |
| Other values (8) | 92 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 676 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| - | 120 | |
| 4 | 91 | |
| 5 | 72 | |
| 2 | 71 | |
| 0 | 67 | |
| P | 37 | 5.5% |
| A | 36 | 5.3% |
| D | 30 | 4.4% |
| m | 30 | 4.4% |
| O | 30 | 4.4% |
| Other values (8) | 92 |
temp_wat
Real number (ℝ)
High correlation Unique
| Distinct | 30 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.215818 |
| Minimum | 19.082805 |
|---|---|
| Maximum | 29.806923 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 372.0 B |
Quantile statistics
| Minimum | 19.082805 |
|---|---|
| 5-th percentile | 19.54102 |
| Q1 | 23.714555 |
| median | 28.832132 |
| Q3 | 29.20983 |
| 95-th percentile | 29.558796 |
| Maximum | 29.806923 |
| Range | 10.724119 |
| Interquartile range (IQR) | 5.495275 |
Descriptive statistics
| Standard deviation | 3.9048894 |
|---|---|
| Coefficient of variation (CV) | 0.14895165 |
| Kurtosis | -1.0093003 |
| Mean | 26.215818 |
| Median Absolute Deviation (MAD) | 0.72589809 |
| Skewness | -0.81308673 |
| Sum | 786.47454 |
| Variance | 15.248161 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=30)
| Value | Count | Frequency (%) |
| 28.81119499 | 1 | 3.3% |
| 28.85306824 | 1 | 3.3% |
| 24.69285083 | 1 | 3.3% |
| 21.61520446 | 1 | 3.3% |
| 29.17469223 | 1 | 3.3% |
| 20.24572079 | 1 | 3.3% |
| 29.22154234 | 1 | 3.3% |
| 29.26361535 | 1 | 3.3% |
| 26.66851164 | 1 | 3.3% |
| 28.93552243 | 1 | 3.3% |
| Other values (20) | 20 |
| Value | Count | Frequency (%) |
| 19.08280485 | 1 | |
| 19.3515 | 1 | |
| 19.7726548 | 1 | |
| 19.8501 | 1 | |
| 20.14834999 | 1 | |
| 20.24572079 | 1 | |
| 21.61520446 | 1 | |
| 23.5993 | 1 | |
| 24.06031913 | 1 | |
| 24.69285083 | 1 |
| Value | Count | Frequency (%) |
| 29.8069235 | 1 | |
| 29.56568806 | 1 | |
| 29.55037135 | 1 | |
| 29.4828 | 1 | |
| 29.4549 | 1 | |
| 29.40581296 | 1 | |
| 29.26361535 | 1 | |
| 29.22154234 | 1 | |
| 29.17469223 | 1 | |
| 29.112 | 1 |
temp_in_lb
Real number (ℝ)
High correlation
| Distinct | 20 |
|---|---|
| Distinct (%) | 66.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.823333 |
| Minimum | 26.5 |
|---|---|
| Maximum | 29.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 372.0 B |
Quantile statistics
| Minimum | 26.5 |
|---|---|
| 5-th percentile | 26.5 |
| Q1 | 27.125 |
| median | 27.6 |
| Q3 | 28.625 |
| 95-th percentile | 29.655 |
| Maximum | 29.7 |
| Range | 3.2 |
| Interquartile range (IQR) | 1.5 |
Descriptive statistics
| Standard deviation | 1.0526431 |
|---|---|
| Coefficient of variation (CV) | 0.037833105 |
| Kurtosis | -0.91775139 |
| Mean | 27.823333 |
| Median Absolute Deviation (MAD) | 0.65 |
| Skewness | 0.55081144 |
| Sum | 834.7 |
| Variance | 1.1080575 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 26.5 | 3 | 10.0% |
| 27.2 | 3 | 10.0% |
| 28 | 2 | 6.7% |
| 27.9 | 2 | 6.7% |
| 26.8 | 2 | 6.7% |
| 26.6 | 2 | 6.7% |
| 29.7 | 2 | 6.7% |
| 27.4 | 2 | 6.7% |
| 27.8 | 1 | 3.3% |
| 28.1 | 1 | 3.3% |
| Other values (10) | 10 |
| Value | Count | Frequency (%) |
| 26.5 | 3 | |
| 26.6 | 2 | |
| 26.8 | 2 | |
| 27.1 | 1 | 3.3% |
| 27.2 | 3 | |
| 27.3 | 1 | 3.3% |
| 27.4 | 2 | |
| 27.5 | 1 | 3.3% |
| 27.7 | 1 | 3.3% |
| 27.8 | 1 | 3.3% |
| Value | Count | Frequency (%) |
| 29.7 | 2 | |
| 29.6 | 1 | |
| 29.5 | 1 | |
| 29.3 | 1 | |
| 29.2 | 1 | |
| 28.9 | 1 | |
| 28.8 | 1 | |
| 28.1 | 1 | |
| 28 | 2 | |
| 27.9 | 2 |
sal_wat
Real number (ℝ)
High correlation Unique
| Distinct | 30 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.516536 |
| Minimum | 35.247255 |
|---|---|
| Maximum | 35.953 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 372.0 B |
Quantile statistics
| Minimum | 35.247255 |
|---|---|
| 5-th percentile | 35.288043 |
| Q1 | 35.372545 |
| median | 35.43922 |
| Q3 | 35.686458 |
| 95-th percentile | 35.853508 |
| Maximum | 35.953 |
| Range | 0.70574549 |
| Interquartile range (IQR) | 0.31391309 |
Descriptive statistics
| Standard deviation | 0.20601051 |
|---|---|
| Coefficient of variation (CV) | 0.005800411 |
| Kurtosis | -0.78062717 |
| Mean | 35.516536 |
| Median Absolute Deviation (MAD) | 0.12651702 |
| Skewness | 0.69512128 |
| Sum | 1065.4961 |
| Variance | 0.042440329 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=30)
| Value | Count | Frequency (%) |
| 35.42141543 | 1 | 3.3% |
| 35.37781875 | 1 | 3.3% |
| 35.60713262 | 1 | 3.3% |
| 35.83779808 | 1 | 3.3% |
| 35.42660915 | 1 | 3.3% |
| 35.86636186 | 1 | 3.3% |
| 35.48530922 | 1 | 3.3% |
| 35.4719243 | 1 | 3.3% |
| 35.33344679 | 1 | 3.3% |
| 35.29367918 | 1 | 3.3% |
| Other values (20) | 20 |
| Value | Count | Frequency (%) |
| 35.24725451 | 1 | |
| 35.28485096 | 1 | |
| 35.2919453 | 1 | |
| 35.29367918 | 1 | |
| 35.30068443 | 1 | |
| 35.31873575 | 1 | |
| 35.33344679 | 1 | |
| 35.37078717 | 1 | |
| 35.37781875 | 1 | |
| 35.3996 | 1 |
| Value | Count | Frequency (%) |
| 35.953 | 1 | |
| 35.86636186 | 1 | |
| 35.83779808 | 1 | |
| 35.82939726 | 1 | |
| 35.8164 | 1 | |
| 35.79796807 | 1 | |
| 35.71711571 | 1 | |
| 35.7129 | 1 | |
| 35.60713262 | 1 | |
| 35.57176979 | 1 |
pres
Real number (ℝ)
High correlation Unique
| Distinct | 30 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.004355 |
| Minimum | 11.08476 |
|---|---|
| Maximum | 84.574 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 372.0 B |
Quantile statistics
| Minimum | 11.08476 |
|---|---|
| 5-th percentile | 11.184994 |
| Q1 | 11.4456 |
| median | 23.600935 |
| Q3 | 56.06424 |
| 95-th percentile | 82.704385 |
| Maximum | 84.574 |
| Range | 73.48924 |
| Interquartile range (IQR) | 44.61864 |
Descriptive statistics
| Standard deviation | 27.991868 |
|---|---|
| Coefficient of variation (CV) | 0.77745785 |
| Kurtosis | -1.0831075 |
| Mean | 36.004355 |
| Median Absolute Deviation (MAD) | 12.410123 |
| Skewness | 0.71046402 |
| Sum | 1080.1306 |
| Variance | 783.54469 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=30)
| Value | Count | Frequency (%) |
| 11.32243342 | 1 | 3.3% |
| 14.26571902 | 1 | 3.3% |
| 39.48978567 | 1 | 3.3% |
| 56.87711089 | 1 | 3.3% |
| 11.13262507 | 1 | 3.3% |
| 83.6633023 | 1 | 3.3% |
| 11.50957072 | 1 | 3.3% |
| 24.07387099 | 1 | 3.3% |
| 42.98172948 | 1 | 3.3% |
| 12.3485341 | 1 | 3.3% |
| Other values (20) | 20 |
| Value | Count | Frequency (%) |
| 11.08475962 | 1 | |
| 11.13262507 | 1 | |
| 11.249 | 1 | |
| 11.27673153 | 1 | |
| 11.32243342 | 1 | |
| 11.34025592 | 1 | |
| 11.39 | 1 | |
| 11.42427656 | 1 | |
| 11.50957072 | 1 | |
| 11.7949 | 1 |
| Value | Count | Frequency (%) |
| 84.574 | 1 | |
| 83.6633023 | 1 | |
| 81.5323748 | 1 | |
| 81.40641811 | 1 | |
| 80.92075885 | 1 | |
| 80.7967 | 1 | |
| 57.8145 | 1 | |
| 56.87711089 | 1 | |
| 53.62562931 | 1 | |
| 49.09237038 | 1 |
ph_lb
Real number (ℝ)
High correlation Unique
| Distinct | 30 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.8731416 |
| Minimum | 7.7497021 |
|---|---|
| Maximum | 7.9759591 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 372.0 B |
Quantile statistics
| Minimum | 7.7497021 |
|---|---|
| 5-th percentile | 7.780755 |
| Q1 | 7.81325 |
| median | 7.8837529 |
| Q3 | 7.9248731 |
| 95-th percentile | 7.9592224 |
| Maximum | 7.9759591 |
| Range | 0.22625703 |
| Interquartile range (IQR) | 0.11162309 |
Descriptive statistics
| Standard deviation | 0.065343203 |
|---|---|
| Coefficient of variation (CV) | 0.0082995082 |
| Kurtosis | -1.2276733 |
| Mean | 7.8731416 |
| Median Absolute Deviation (MAD) | 0.059252862 |
| Skewness | -0.22109048 |
| Sum | 236.19425 |
| Variance | 0.0042697341 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=30)
| Value | Count | Frequency (%) |
| 7.911839638 | 1 | 3.3% |
| 7.928872323 | 1 | 3.3% |
| 7.79090425 | 1 | 3.3% |
| 7.872870098 | 1 | 3.3% |
| 7.94878005 | 1 | 3.3% |
| 7.74970208 | 1 | 3.3% |
| 7.957955633 | 1 | 3.3% |
| 7.95028485 | 1 | 3.3% |
| 7.874043144 | 1 | 3.3% |
| 7.883 | 1 | 3.3% |
| Other values (20) | 20 |
| Value | Count | Frequency (%) |
| 7.74970208 | 1 | |
| 7.780554619 | 1 | |
| 7.781 | 1 | |
| 7.785424712 | 1 | |
| 7.79090425 | 1 | |
| 7.801 | 1 | |
| 7.807 | 1 | |
| 7.81 | 1 | |
| 7.823 | 1 | |
| 7.826 | 1 |
| Value | Count | Frequency (%) |
| 7.975959107 | 1 | |
| 7.960258911 | 1 | |
| 7.957955633 | 1 | |
| 7.95028485 | 1 | |
| 7.94878005 | 1 | |
| 7.94517962 | 1 | |
| 7.928872323 | 1 | |
| 7.926968045 | 1 | |
| 7.918588215 | 1 | |
| 7.91758607 | 1 |
ta
Real number (ℝ)
High correlation Unique
| Distinct | 30 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2228.6212 |
| Minimum | 2057.4776 |
|---|---|
| Maximum | 2389.2524 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 372.0 B |
Quantile statistics
| Minimum | 2057.4776 |
|---|---|
| 5-th percentile | 2111.6995 |
| Q1 | 2207.0179 |
| median | 2239.2532 |
| Q3 | 2262.8758 |
| 95-th percentile | 2325.6911 |
| Maximum | 2389.2524 |
| Range | 331.77475 |
| Interquartile range (IQR) | 55.857965 |
Descriptive statistics
| Standard deviation | 68.511459 |
|---|---|
| Coefficient of variation (CV) | 0.030741634 |
| Kurtosis | 1.0112988 |
| Mean | 2228.6212 |
| Median Absolute Deviation (MAD) | 31.581535 |
| Skewness | -0.36622378 |
| Sum | 66858.637 |
| Variance | 4693.8201 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=30)
| Value | Count | Frequency (%) |
| 2057.47762 | 1 | 3.3% |
| 2186.362778 | 1 | 3.3% |
| 2253.774596 | 1 | 3.3% |
| 2277.409866 | 1 | 3.3% |
| 2249.848174 | 1 | 3.3% |
| 2284.362079 | 1 | 3.3% |
| 2255.001536 | 1 | 3.3% |
| 2271.934981 | 1 | 3.3% |
| 2286.703113 | 1 | 3.3% |
| 2125.023323 | 1 | 3.3% |
| Other values (20) | 20 |
| Value | Count | Frequency (%) |
| 2057.47762 | 1 | |
| 2103.437173 | 1 | |
| 2121.797843 | 1 | |
| 2125.023323 | 1 | |
| 2156.538388 | 1 | |
| 2186.362778 | 1 | |
| 2193.909517 | 1 | |
| 2206.433172 | 1 | |
| 2208.771911 | 1 | |
| 2209.568564 | 1 |
| Value | Count | Frequency (%) |
| 2389.252375 | 1 | |
| 2332.38387 | 1 | |
| 2317.51098 | 1 | |
| 2286.703113 | 1 | |
| 2284.362079 | 1 | |
| 2277.409866 | 1 | |
| 2271.934981 | 1 | |
| 2265.500584 | 1 | |
| 2255.001536 | 1 | |
| 2253.774596 | 1 |
ph
Real number (ℝ)
High correlation Unique
| Distinct | 30 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.8956541 |
| Minimum | 7.7922482 |
|---|---|
| Maximum | 7.962521 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 372.0 B |
Quantile statistics
| Minimum | 7.7922482 |
|---|---|
| 5-th percentile | 7.8272901 |
| Q1 | 7.877509 |
| median | 7.9019515 |
| Q3 | 7.9258902 |
| 95-th percentile | 7.9531913 |
| Maximum | 7.962521 |
| Range | 0.17027281 |
| Interquartile range (IQR) | 0.048381152 |
Descriptive statistics
| Standard deviation | 0.041893226 |
|---|---|
| Coefficient of variation (CV) | 0.0053058588 |
| Kurtosis | -0.051461152 |
| Mean | 7.8956541 |
| Median Absolute Deviation (MAD) | 0.024548191 |
| Skewness | -0.64415133 |
| Sum | 236.86962 |
| Variance | 0.0017550424 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=30)
| Value | Count | Frequency (%) |
| 7.901378579 | 1 | 3.3% |
| 7.916188532 | 1 | 3.3% |
| 7.836247248 | 1 | 3.3% |
| 7.962520994 | 1 | 3.3% |
| 7.919639582 | 1 | 3.3% |
| 7.850527111 | 1 | 3.3% |
| 7.928071665 | 1 | 3.3% |
| 7.920860351 | 1 | 3.3% |
| 7.880692461 | 1 | 3.3% |
| 7.880946156 | 1 | 3.3% |
| Other values (20) | 20 |
| Value | Count | Frequency (%) |
| 7.792248189 | 1 | |
| 7.826791623 | 1 | |
| 7.827899309 | 1 | |
| 7.836247248 | 1 | |
| 7.837995195 | 1 | |
| 7.850527111 | 1 | |
| 7.874831467 | 1 | |
| 7.877004878 | 1 | |
| 7.879021359 | 1 | |
| 7.880692461 | 1 |
| Value | Count | Frequency (%) |
| 7.962520994 | 1 | |
| 7.957302329 | 1 | |
| 7.948166631 | 1 | |
| 7.940366958 | 1 | |
| 7.932205272 | 1 | |
| 7.928071665 | 1 | |
| 7.927001279 | 1 | |
| 7.926101259 | 1 | |
| 7.925256823 | 1 | |
| 7.920860351 | 1 |
tc
Real number (ℝ)
High correlation Unique
| Distinct | 30 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1998.8665 |
| Minimum | 1819.9409 |
|---|---|
| Maximum | 2165.5951 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 372.0 B |
Quantile statistics
| Minimum | 1819.9409 |
|---|---|
| 5-th percentile | 1883.3194 |
| Q1 | 1967.4232 |
| median | 1999.0128 |
| Q3 | 2041.9462 |
| 95-th percentile | 2113.7496 |
| Maximum | 2165.5951 |
| Range | 345.65419 |
| Interquartile range (IQR) | 74.523003 |
Descriptive statistics
| Standard deviation | 73.222708 |
|---|---|
| Coefficient of variation (CV) | 0.036632116 |
| Kurtosis | 0.67674348 |
| Mean | 1998.8665 |
| Median Absolute Deviation (MAD) | 39.415467 |
| Skewness | -0.16157574 |
| Sum | 59965.994 |
| Variance | 5361.565 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=30)
| Value | Count | Frequency (%) |
| 1819.940887 | 1 | 3.3% |
| 1930.992613 | 1 | 3.3% |
| 2062.390786 | 1 | 3.3% |
| 2043.43835 | 1 | 3.3% |
| 1984.672221 | 1 | 3.3% |
| 2112.186244 | 1 | 3.3% |
| 1983.909706 | 1 | 3.3% |
| 2003.006382 | 1 | 3.3% |
| 2059.12809 | 1 | 3.3% |
| 1892.612862 | 1 | 3.3% |
| Other values (20) | 20 |
| Value | Count | Frequency (%) |
| 1819.940887 | 1 | |
| 1875.715735 | 1 | |
| 1892.612862 | 1 | |
| 1894.138492 | 1 | |
| 1930.992613 | 1 | |
| 1949.462602 | 1 | |
| 1958.638895 | 1 | |
| 1966.442796 | 1 | |
| 1970.364481 | 1 | |
| 1980.892834 | 1 |
| Value | Count | Frequency (%) |
| 2165.595076 | 1 | |
| 2115.028697 | 1 | |
| 2112.186244 | 1 | |
| 2062.390786 | 1 | |
| 2061.538598 | 1 | |
| 2059.12809 | 1 | |
| 2058.881358 | 1 | |
| 2043.43835 | 1 | |
| 2037.469829 | 1 | |
| 2036.00011 | 1 |
co2
Real number (ℝ)
High correlation Unique
| Distinct | 30 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.953109 |
| Minimum | 13.453219 |
|---|---|
| Maximum | 21.148512 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 372.0 B |
Quantile statistics
| Minimum | 13.453219 |
|---|---|
| 5-th percentile | 13.507395 |
| Q1 | 13.987352 |
| median | 15.350051 |
| Q3 | 17.375115 |
| 95-th percentile | 19.372153 |
| Maximum | 21.148512 |
| Range | 7.6952929 |
| Interquartile range (IQR) | 3.3877632 |
Descriptive statistics
| Standard deviation | 2.1921392 |
|---|---|
| Coefficient of variation (CV) | 0.13741141 |
| Kurtosis | -0.54482031 |
| Mean | 15.953109 |
| Median Absolute Deviation (MAD) | 1.4758618 |
| Skewness | 0.73047792 |
| Sum | 478.59328 |
| Variance | 4.8054743 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=30)
| Value | Count | Frequency (%) |
| 13.45321863 | 1 | 3.3% |
| 13.74590661 | 1 | 3.3% |
| 19.46747715 | 1 | 3.3% |
| 15.11027282 | 1 | 3.3% |
| 13.90885361 | 1 | 3.3% |
| 21.14851156 | 1 | 3.3% |
| 13.59076851 | 1 | 3.3% |
| 13.94524883 | 1 | 3.3% |
| 16.736006 | 1 | 3.3% |
| 14.69881789 | 1 | 3.3% |
| Other values (20) | 20 |
| Value | Count | Frequency (%) |
| 13.45321863 | 1 | |
| 13.45933809 | 1 | |
| 13.56613093 | 1 | |
| 13.59076851 | 1 | |
| 13.74590661 | 1 | |
| 13.75656437 | 1 | |
| 13.90885361 | 1 | |
| 13.94524883 | 1 | |
| 14.11366151 | 1 | |
| 14.68132795 | 1 |
| Value | Count | Frequency (%) |
| 21.14851156 | 1 | |
| 19.46747715 | 1 | |
| 19.25564472 | 1 | |
| 19.17316241 | 1 | |
| 18.81569134 | 1 | |
| 18.58572405 | 1 | |
| 18.57574507 | 1 | |
| 17.54662786 | 1 | |
| 16.86057717 | 1 | |
| 16.736006 | 1 |
hco3-
Real number (ℝ)
High correlation Unique
| Distinct | 30 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1818.2596 |
| Minimum | 1642.3065 |
|---|---|
| Maximum | 1978.8966 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 372.0 B |
Quantile statistics
| Minimum | 1642.3065 |
|---|---|
| 5-th percentile | 1701.0612 |
| Q1 | 1778.5747 |
| median | 1814.725 |
| Q3 | 1866.7729 |
| 95-th percentile | 1952.3086 |
| Maximum | 1978.8966 |
| Range | 336.59006 |
| Interquartile range (IQR) | 88.198119 |
Descriptive statistics
| Standard deviation | 78.709526 |
|---|---|
| Coefficient of variation (CV) | 0.043288387 |
| Kurtosis | -0.024614423 |
| Mean | 1818.2596 |
| Median Absolute Deviation (MAD) | 44.368202 |
| Skewness | 0.059387199 |
| Sum | 54547.789 |
| Variance | 6195.1894 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=30)
| Value | Count | Frequency (%) |
| 1642.30655 | 1 | 3.3% |
| 1737.405111 | 1 | 3.3% |
| 1901.25088 | 1 | 3.3% |
| 1861.704225 | 1 | 3.3% |
| 1782.448509 | 1 | 3.3% |
| 1961.820233 | 1 | 3.3% |
| 1778.187134 | 1 | 3.3% |
| 1797.636679 | 1 | 3.3% |
| 1876.847675 | 1 | 3.3% |
| 1714.156037 | 1 | 3.3% |
| Other values (20) | 20 |
| Value | Count | Frequency (%) |
| 1642.30655 | 1 | |
| 1690.347249 | 1 | |
| 1714.156037 | 1 | |
| 1728.152239 | 1 | |
| 1737.405111 | 1 | |
| 1748.857944 | 1 | |
| 1772.96782 | 1 | |
| 1778.187134 | 1 | |
| 1779.737548 | 1 | |
| 1782.448509 | 1 |
| Value | Count | Frequency (%) |
| 1978.896609 | 1 | |
| 1961.820233 | 1 | |
| 1940.683337 | 1 | |
| 1907.251764 | 1 | |
| 1906.652795 | 1 | |
| 1901.25088 | 1 | |
| 1876.847675 | 1 | |
| 1868.4624 | 1 | |
| 1861.704225 | 1 | |
| 1852.141875 | 1 |
co3-
Real number (ℝ)
High correlation Unique
| Distinct | 30 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 164.65375 |
| Minimum | 129.2175 |
|---|---|
| Maximum | 200.22391 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 372.0 B |
Quantile statistics
| Minimum | 129.2175 |
|---|---|
| 5-th percentile | 134.03722 |
| Q1 | 148.2252 |
| median | 166.08413 |
| Q3 | 179.90382 |
| 95-th percentile | 191.8135 |
| Maximum | 200.22391 |
| Range | 71.006415 |
| Interquartile range (IQR) | 31.678616 |
Descriptive statistics
| Standard deviation | 19.312248 |
|---|---|
| Coefficient of variation (CV) | 0.11729006 |
| Kurtosis | -0.93186388 |
| Mean | 164.65375 |
| Median Absolute Deviation (MAD) | 16.698901 |
| Skewness | -0.096363235 |
| Sum | 4939.6125 |
| Variance | 372.96291 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=30)
| Value | Count | Frequency (%) |
| 164.181119 | 1 | 3.3% |
| 179.8415952 | 1 | 3.3% |
| 141.6724289 | 1 | 3.3% |
| 166.623853 | 1 | 3.3% |
| 188.314858 | 1 | 3.3% |
| 129.2174994 | 1 | 3.3% |
| 192.1318033 | 1 | 3.3% |
| 191.4244541 | 1 | 3.3% |
| 165.5444092 | 1 | 3.3% |
| 163.7580074 | 1 | 3.3% |
| Other values (20) | 20 |
| Value | Count | Frequency (%) |
| 129.2174994 | 1 | |
| 132.3739497 | 1 | |
| 136.070111 | 1 | |
| 141.6724289 | 1 | |
| 142.8757128 | 1 | |
| 144.5408461 | 1 | |
| 146.7917266 | 1 | |
| 147.8247883 | 1 | |
| 149.4264462 | 1 | |
| 149.9910817 | 1 |
| Value | Count | Frequency (%) |
| 200.2239146 | 1 | |
| 192.1318033 | 1 | |
| 191.4244541 | 1 | |
| 188.314858 | 1 | |
| 187.1453209 | 1 | |
| 183.2829997 | 1 | |
| 182.824248 | 1 | |
| 179.9245595 | 1 | |
| 179.8415952 | 1 | |
| 174.3397375 | 1 |
omega_ca
Real number (ℝ)
High correlation Unique
| Distinct | 30 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.9470972 |
| Minimum | 3.0363243 |
|---|---|
| Maximum | 4.842224 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 372.0 B |
Quantile statistics
| Minimum | 3.0363243 |
|---|---|
| 5-th percentile | 3.146947 |
| Q1 | 3.5169156 |
| median | 3.965894 |
| Q3 | 4.3546323 |
| 95-th percentile | 4.6301242 |
| Maximum | 4.842224 |
| Range | 1.8058997 |
| Interquartile range (IQR) | 0.83771675 |
Descriptive statistics
| Standard deviation | 0.49423647 |
|---|---|
| Coefficient of variation (CV) | 0.12521518 |
| Kurtosis | -0.94924777 |
| Mean | 3.9470972 |
| Median Absolute Deviation (MAD) | 0.42567308 |
| Skewness | -0.1197587 |
| Sum | 118.41291 |
| Variance | 0.24426969 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=30)
| Value | Count | Frequency (%) |
| 3.964702834 | 1 | 3.3% |
| 4.343258661 | 1 | 3.3% |
| 3.377475798 | 1 | 3.3% |
| 3.938284403 | 1 | 3.3% |
| 4.550803623 | 1 | 3.3% |
| 3.036324303 | 1 | 3.3% |
| 4.640803219 | 1 | 3.3% |
| 4.617071998 | 1 | 3.3% |
| 3.967085254 | 1 | 3.3% |
| 3.959496501 | 1 | 3.3% |
| Other values (20) | 20 |
| Value | Count | Frequency (%) |
| 3.036324303 | 1 | |
| 3.105161133 | 1 | |
| 3.198018566 | 1 | |
| 3.377475798 | 1 | |
| 3.411037574 | 1 | |
| 3.448217862 | 1 | |
| 3.478304772 | 1 | |
| 3.499472375 | 1 | |
| 3.569245201 | 1 | |
| 3.618573802 | 1 |
| Value | Count | Frequency (%) |
| 4.842223961 | 1 | |
| 4.640803219 | 1 | |
| 4.617071998 | 1 | |
| 4.550803623 | 1 | |
| 4.521580063 | 1 | |
| 4.421086883 | 1 | |
| 4.420591368 | 1 | |
| 4.358423561 | 1 | |
| 4.343258661 | 1 | |
| 4.215885908 | 1 |
omega_ar
Real number (ℝ)
High correlation Unique
| Distinct | 30 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.6186299 |
| Minimum | 1.9787497 |
|---|---|
| Maximum | 3.2397846 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 372.0 B |
Quantile statistics
| Minimum | 1.9787497 |
|---|---|
| 5-th percentile | 2.0471632 |
| Q1 | 2.3452995 |
| median | 2.6455442 |
| Q3 | 2.9122129 |
| 95-th percentile | 3.0961935 |
| Maximum | 3.2397846 |
| Range | 1.2610348 |
| Interquartile range (IQR) | 0.56691337 |
Descriptive statistics
| Standard deviation | 0.34889944 |
|---|---|
| Coefficient of variation (CV) | 0.1332374 |
| Kurtosis | -0.97600046 |
| Mean | 2.6186299 |
| Median Absolute Deviation (MAD) | 0.29900126 |
| Skewness | -0.1382758 |
| Sum | 78.558898 |
| Variance | 0.12173082 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=30)
| Value | Count | Frequency (%) |
| 2.646991535 | 1 | 3.3% |
| 2.900027267 | 1 | 3.3% |
| 2.226975617 | 1 | 3.3% |
| 2.575153946 | 1 | 3.3% |
| 3.042019186 | 1 | 3.3% |
| 1.978749713 | 1 | 3.3% |
| 3.102973357 | 1 | 3.3% |
| 3.087906999 | 1 | 3.3% |
| 2.630753024 | 1 | 3.3% |
| 2.644096936 | 1 | 3.3% |
| Other values (20) | 20 |
| Value | Count | Frequency (%) |
| 1.978749713 | 1 | |
| 2.019163132 | 1 | |
| 2.081385482 | 1 | |
| 2.226975617 | 1 | |
| 2.240182663 | 1 | |
| 2.254954556 | 1 | |
| 2.265705 | 1 | |
| 2.344056017 | 1 | |
| 2.349029935 | 1 | |
| 2.409869875 | 1 |
| Value | Count | Frequency (%) |
| 3.239784551 | 1 | |
| 3.102973357 | 1 | |
| 3.087906999 | 1 | |
| 3.042019186 | 1 | |
| 3.021886672 | 1 | |
| 2.954463148 | 1 | |
| 2.95359144 | 1 | |
| 2.916274735 | 1 | |
| 2.900027267 | 1 | |
| 2.820245505 | 1 |
revelle
Real number (ℝ)
High correlation Unique
| Distinct | 30 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.78115 |
| Minimum | 9.866457 |
|---|---|
| Maximum | 12.63459 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 372.0 B |
Quantile statistics
| Minimum | 9.866457 |
|---|---|
| 5-th percentile | 9.867088 |
| Q1 | 10.013786 |
| median | 10.671498 |
| Q3 | 11.354385 |
| 95-th percentile | 12.184487 |
| Maximum | 12.63459 |
| Range | 2.7681333 |
| Interquartile range (IQR) | 1.3405986 |
Descriptive statistics
| Standard deviation | 0.80040755 |
|---|---|
| Coefficient of variation (CV) | 0.074241392 |
| Kurtosis | -0.58740837 |
| Mean | 10.78115 |
| Median Absolute Deviation (MAD) | 0.67322825 |
| Skewness | 0.63069302 |
| Sum | 323.43449 |
| Variance | 0.64065224 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=30)
| Value | Count | Frequency (%) |
| 9.985909424 | 1 | 3.3% |
| 9.99315893 | 1 | 3.3% |
| 11.83471107 | 1 | 3.3% |
| 10.85462911 | 1 | 3.3% |
| 9.96869655 | 1 | 3.3% |
| 12.63459035 | 1 | 3.3% |
| 9.86645704 | 1 | 3.3% |
| 9.953597341 | 1 | 3.3% |
| 10.94380893 | 1 | 3.3% |
| 10.30595859 | 1 | 3.3% |
| Other values (20) | 20 |
| Value | Count | Frequency (%) |
| 9.86645704 | 1 | |
| 9.866871567 | 1 | |
| 9.867352538 | 1 | |
| 9.953597341 | 1 | |
| 9.96869655 | 1 | |
| 9.985909424 | 1 | |
| 9.99315893 | 1 | |
| 10.00338121 | 1 | |
| 10.04500007 | 1 | |
| 10.18277905 | 1 |
| Value | Count | Frequency (%) |
| 12.63459035 | 1 | |
| 12.25090346 | 1 | |
| 12.10331145 | 1 | |
| 11.83471107 | 1 | |
| 11.57076513 | 1 | |
| 11.47234846 | 1 | |
| 11.40723528 | 1 | |
| 11.36157049 | 1 | |
| 11.33282671 | 1 | |
| 11.26335514 | 1 |
nitrate_nitrite
Real number (ℝ)
High correlation
| Distinct | 29 |
|---|---|
| Distinct (%) | 96.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.5738336 |
| Minimum | 0.0042309916 |
|---|---|
| Maximum | 10.975 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 372.0 B |
Quantile statistics
| Minimum | 0.0042309916 |
|---|---|
| 5-th percentile | 0.0083395466 |
| Q1 | 0.020251798 |
| median | 0.041140568 |
| Q3 | 0.93099343 |
| 95-th percentile | 8.101 |
| Maximum | 10.975 |
| Range | 10.970769 |
| Interquartile range (IQR) | 0.91074163 |
Descriptive statistics
| Standard deviation | 3.046069 |
|---|---|
| Coefficient of variation (CV) | 1.9354454 |
| Kurtosis | 2.8571059 |
| Mean | 1.5738336 |
| Median Absolute Deviation (MAD) | 0.031140568 |
| Skewness | 1.9816659 |
| Sum | 47.215009 |
| Variance | 9.2785364 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=29)
| Value | Count | Frequency (%) |
| 0.01 | 2 | 6.7% |
| 0.335 | 1 | 3.3% |
| 0.1458676696 | 1 | 3.3% |
| 0.004230991618 | 1 | 3.3% |
| 0.07 | 1 | 3.3% |
| 8.09 | 1 | 3.3% |
| 0.006980993759 | 1 | 3.3% |
| 0.02945087751 | 1 | 3.3% |
| 0.045 | 1 | 3.3% |
| 0.05007438576 | 1 | 3.3% |
| Other values (19) | 19 |
| Value | Count | Frequency (%) |
| 0.004230991618 | 1 | |
| 0.006980993759 | 1 | |
| 0.01 | 2 | |
| 0.01199437932 | 1 | |
| 0.01443619695 | 1 | |
| 0.01687463199 | 1 | |
| 0.0193236776 | 1 | |
| 0.02303615986 | 1 | |
| 0.02554562867 | 1 | |
| 0.02808758098 | 1 |
| Value | Count | Frequency (%) |
| 10.975 | 1 | |
| 8.11 | 1 | |
| 8.09 | 1 | |
| 6.975 | 1 | |
| 5.12 | 1 | |
| 3.085586107 | 1 | |
| 2.415 | 1 | |
| 1.129657909 | 1 | |
| 0.335 | 1 | |
| 0.2226340068 | 1 |
ammonium
Real number (ℝ)
High correlation
| Distinct | 29 |
|---|---|
| Distinct (%) | 96.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.066273238 |
| Minimum | 0.0029961384 |
|---|---|
| Maximum | 1.245 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 372.0 B |
Quantile statistics
| Minimum | 0.0029961384 |
|---|---|
| 5-th percentile | 0.0047498992 |
| Q1 | 0.0078368495 |
| median | 0.011758822 |
| Q3 | 0.024509042 |
| 95-th percentile | 0.14389309 |
| Maximum | 1.245 |
| Range | 1.2420039 |
| Interquartile range (IQR) | 0.016672192 |
Descriptive statistics
| Standard deviation | 0.22565482 |
|---|---|
| Coefficient of variation (CV) | 3.4049162 |
| Kurtosis | 28.250372 |
| Mean | 0.066273238 |
| Median Absolute Deviation (MAD) | 0.0046992287 |
| Skewness | 5.2563848 |
| Sum | 1.9881971 |
| Variance | 0.050920099 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=29)
| Value | Count | Frequency (%) |
| 0.005 | 2 | 6.7% |
| 0.002996138444 | 1 | 3.3% |
| 0.004545271208 | 1 | 3.3% |
| 0.005543555317 | 1 | 3.3% |
| 0.00635200274 | 1 | 3.3% |
| 0.007055457849 | 1 | 3.3% |
| 0.007690367584 | 1 | 3.3% |
| 0.008276295348 | 1 | 3.3% |
| 0.008825148188 | 1 | 3.3% |
| 0.009344793786 | 1 | 3.3% |
| Other values (19) | 19 |
| Value | Count | Frequency (%) |
| 0.002996138444 | 1 | |
| 0.004545271208 | 1 | |
| 0.005 | 2 | |
| 0.005543555317 | 1 | |
| 0.00635200274 | 1 | |
| 0.007055457849 | 1 | |
| 0.007690367584 | 1 | |
| 0.008276295348 | 1 | |
| 0.008825148188 | 1 | |
| 0.009344793786 | 1 |
| Value | Count | Frequency (%) |
| 1.245 | 1 | |
| 0.17 | 1 | |
| 0.1119846385 | 1 | |
| 0.0835 | 1 | |
| 0.06238875249 | 1 | |
| 0.04138104591 | 1 | |
| 0.03705620231 | 1 | |
| 0.02719408369 | 1 | |
| 0.01645391529 | 1 | |
| 0.01462942606 | 1 |
phosphate
Real number (ℝ)
High correlation
| Distinct | 29 |
|---|---|
| Distinct (%) | 96.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.097038067 |
| Minimum | 0.001864136 |
|---|---|
| Maximum | 0.535 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 372.0 B |
Quantile statistics
| Minimum | 0.001864136 |
|---|---|
| 5-th percentile | 0.0032404835 |
| Q1 | 0.006042986 |
| median | 0.0085680204 |
| Q3 | 0.0775 |
| 95-th percentile | 0.51175 |
| Maximum | 0.535 |
| Range | 0.53313586 |
| Interquartile range (IQR) | 0.071457014 |
Descriptive statistics
| Standard deviation | 0.17318254 |
|---|---|
| Coefficient of variation (CV) | 1.7846867 |
| Kurtosis | 1.9069957 |
| Mean | 0.097038067 |
| Median Absolute Deviation (MAD) | 0.0046591563 |
| Skewness | 1.847005 |
| Sum | 2.911142 |
| Variance | 0.029992193 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=29)
| Value | Count | Frequency (%) |
| 0.01 | 2 | 6.7% |
| 0.001864135978 | 1 | 3.3% |
| 0.002926572508 | 1 | 3.3% |
| 0.003624152524 | 1 | 3.3% |
| 0.004193575612 | 1 | 3.3% |
| 0.535 | 1 | 3.3% |
| 0.004691421143 | 1 | 3.3% |
| 0.00514219337 | 1 | 3.3% |
| 0.005559121004 | 1 | 3.3% |
| 0.0295 | 1 | 3.3% |
| Other values (19) | 19 |
| Value | Count | Frequency (%) |
| 0.001864135978 | 1 | |
| 0.002926572508 | 1 | |
| 0.003624152524 | 1 | |
| 0.004193575612 | 1 | |
| 0.004691421143 | 1 | |
| 0.00514219337 | 1 | |
| 0.005559121004 | 1 | |
| 0.005950291659 | 1 | |
| 0.006321068947 | 1 | |
| 0.006675221485 | 1 |
| Value | Count | Frequency (%) |
| 0.535 | 1 | |
| 0.523 | 1 | |
| 0.498 | 1 | |
| 0.415 | 1 | |
| 0.35 | 1 | |
| 0.1636316232 | 1 | |
| 0.100964518 | 1 | |
| 0.085 | 1 | |
| 0.055 | 1 | |
| 0.0295 | 1 |
silicate
Real number (ℝ)
High correlation
| Distinct | 29 |
|---|---|
| Distinct (%) | 96.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.4934667 |
| Minimum | 0.1 |
|---|---|
| Maximum | 3.068 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 372.0 B |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 0.4267 |
| Q1 | 1.087875 |
| median | 1.355 |
| Q3 | 1.864625 |
| 95-th percentile | 2.745575 |
| Maximum | 3.068 |
| Range | 2.968 |
| Interquartile range (IQR) | 0.77675 |
Descriptive statistics
| Standard deviation | 0.70904676 |
|---|---|
| Coefficient of variation (CV) | 0.47476571 |
| Kurtosis | 0.22364223 |
| Mean | 1.4934667 |
| Median Absolute Deviation (MAD) | 0.30675 |
| Skewness | 0.3749249 |
| Sum | 44.804 |
| Variance | 0.50274731 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=29)
| Value | Count | Frequency (%) |
| 0.1 | 2 | 6.7% |
| 1.028 | 1 | 3.3% |
| 2.8205 | 1 | 3.3% |
| 0.943 | 1 | 3.3% |
| 0.85 | 1 | 3.3% |
| 2.497 | 1 | 3.3% |
| 2.2825 | 1 | 3.3% |
| 1.279 | 1 | 3.3% |
| 1.43 | 1 | 3.3% |
| 3.068 | 1 | 3.3% |
| Other values (19) | 19 |
| Value | Count | Frequency (%) |
| 0.1 | 2 | |
| 0.826 | 1 | |
| 0.85 | 1 | |
| 0.943 | 1 | |
| 1.0165 | 1 | |
| 1.028 | 1 | |
| 1.0805 | 1 | |
| 1.11 | 1 | |
| 1.256 | 1 | |
| 1.2605 | 1 |
| Value | Count | Frequency (%) |
| 3.068 | 1 | |
| 2.8205 | 1 | |
| 2.654 | 1 | |
| 2.497 | 1 | |
| 2.2825 | 1 | |
| 2.2785 | 1 | |
| 2.137 | 1 | |
| 1.939 | 1 | |
| 1.6415 | 1 | |
| 1.637 | 1 |
chl
Real number (ℝ)
High correlation
| Distinct | 24 |
|---|---|
| Distinct (%) | 80.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.30326923 |
| Minimum | 0.175 |
|---|---|
| Maximum | 0.61 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 372.0 B |
Quantile statistics
| Minimum | 0.175 |
|---|---|
| 5-th percentile | 0.18675 |
| Q1 | 0.255 |
| median | 0.2975 |
| Q3 | 0.345 |
| 95-th percentile | 0.431 |
| Maximum | 0.61 |
| Range | 0.435 |
| Interquartile range (IQR) | 0.09 |
Descriptive statistics
| Standard deviation | 0.092493637 |
|---|---|
| Coefficient of variation (CV) | 0.30498853 |
| Kurtosis | 2.8345982 |
| Mean | 0.30326923 |
| Median Absolute Deviation (MAD) | 0.0475 |
| Skewness | 1.281352 |
| Sum | 9.0980769 |
| Variance | 0.0085550729 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 0.3032692308 | 4 | 13.3% |
| 0.275 | 2 | 6.7% |
| 0.195 | 2 | 6.7% |
| 0.255 | 2 | 6.7% |
| 0.265 | 1 | 3.3% |
| 0.28 | 1 | 3.3% |
| 0.295 | 1 | 3.3% |
| 0.44 | 1 | 3.3% |
| 0.33 | 1 | 3.3% |
| 0.3 | 1 | 3.3% |
| Other values (14) | 14 |
| Value | Count | Frequency (%) |
| 0.175 | 1 | |
| 0.18 | 1 | |
| 0.195 | 2 | |
| 0.205 | 1 | |
| 0.225 | 1 | |
| 0.23 | 1 | |
| 0.255 | 2 | |
| 0.26 | 1 | |
| 0.265 | 1 | |
| 0.275 | 2 |
| Value | Count | Frequency (%) |
| 0.61 | 1 | |
| 0.44 | 1 | |
| 0.42 | 1 | |
| 0.415 | 1 | |
| 0.4 | 1 | |
| 0.385 | 1 | |
| 0.365 | 1 | |
| 0.35 | 1 | |
| 0.33 | 1 | |
| 0.305 | 1 |
o2
Real number (ℝ)
High correlation
| Distinct | 28 |
|---|---|
| Distinct (%) | 93.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.1405333 |
| Minimum | 0.028 |
|---|---|
| Maximum | 9.42 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 372.0 B |
Quantile statistics
| Minimum | 0.028 |
|---|---|
| 5-th percentile | 0.7066 |
| Q1 | 2.4325 |
| median | 4.175 |
| Q3 | 6.0425 |
| 95-th percentile | 7.011 |
| Maximum | 9.42 |
| Range | 9.392 |
| Interquartile range (IQR) | 3.61 |
Descriptive statistics
| Standard deviation | 2.3112643 |
|---|---|
| Coefficient of variation (CV) | 0.5582045 |
| Kurtosis | -0.57542843 |
| Mean | 4.1405333 |
| Median Absolute Deviation (MAD) | 1.86 |
| Skewness | 0.085501993 |
| Sum | 124.216 |
| Variance | 5.3419429 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=28)
| Value | Count | Frequency (%) |
| 6.02 | 2 | 6.7% |
| 7 | 2 | 6.7% |
| 4.02 | 1 | 3.3% |
| 6.05 | 1 | 3.3% |
| 3.02 | 1 | 3.3% |
| 2.626 | 1 | 3.3% |
| 1.026 | 1 | 3.3% |
| 1.826 | 1 | 3.3% |
| 7.02 | 1 | 3.3% |
| 6.1 | 1 | 3.3% |
| Other values (18) | 18 |
| Value | Count | Frequency (%) |
| 0.028 | 1 | |
| 0.496 | 1 | |
| 0.964 | 1 | |
| 1.026 | 1 | |
| 1.432 | 1 | |
| 1.826 | 1 | |
| 1.9 | 1 | |
| 2.368 | 1 | |
| 2.626 | 1 | |
| 2.836 | 1 |
| Value | Count | Frequency (%) |
| 9.42 | 1 | |
| 7.02 | 1 | |
| 7 | 2 | |
| 6.23 | 1 | |
| 6.21 | 1 | |
| 6.1 | 1 | |
| 6.05 | 1 | |
| 6.02 | 2 | |
| 5.21 | 1 | |
| 5.02 | 1 |
datetime
Date
Unique
| Distinct | 30 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 372.0 B |
| Minimum | 2025-04-23 13:23:00 |
|---|---|
| Maximum | 2025-04-27 14:28:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=30)
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | apr_25 |
|---|---|
| 2nd row | apr_25 |
| 3rd row | apr_25 |
| 4th row | apr_25 |
| 5th row | apr_25 |
Common Values
| Value | Count | Frequency (%) |
| apr_25 | 30 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| apr_25 | 30 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 30 | |
| p | 30 | |
| r | 30 | |
| _ | 30 | |
| 2 | 30 | |
| 5 | 30 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 180 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 30 | |
| p | 30 | |
| r | 30 | |
| _ | 30 | |
| 2 | 30 | |
| 5 | 30 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 180 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 30 | |
| p | 30 | |
| r | 30 | |
| _ | 30 | |
| 2 | 30 | |
| 5 | 30 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 180 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 30 | |
| p | 30 | |
| r | 30 | |
| _ | 30 | |
| 2 | 30 | |
| 5 | 30 |
nitrate_nitrite_imputed
Boolean
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 6.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 162.0 B |
| False | |
|---|---|
| True | 2 |
| Value | Count | Frequency (%) |
| False | 28 | |
| True | 2 | 6.7% |
ammonium_imputed
Boolean
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 6.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 162.0 B |
| False | |
|---|---|
| True | 2 |
| Value | Count | Frequency (%) |
| False | 28 | |
| True | 2 | 6.7% |
phosphate_imputed
Boolean
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 6.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 162.0 B |
| False | |
|---|---|
| True | 2 |
| Value | Count | Frequency (%) |
| False | 28 | |
| True | 2 | 6.7% |
silicate_imputed
Boolean
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 6.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 162.0 B |
| False | |
|---|---|
| True | 2 |
| Value | Count | Frequency (%) |
| False | 28 | |
| True | 2 | 6.7% |
chl_imputed
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 6.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 162.0 B |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 26 | |
| True | 4 | 13.3% |
Interactions
Correlations
| ammonium | ammonium_imputed | chl | chl_imputed | co2 | co3- | depth_desc | depth_m | hco3- | lat | loc | lon | nitrate_nitrite | nitrate_nitrite_imputed | o2 | omega_ar | omega_ca | ph | ph_lb | phosphate | phosphate_imputed | pres | revelle | sal_wat | silicate | silicate_imputed | station | ta | tc | temp_in_lb | temp_wat | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ammonium | 1.000 | 0.000 | -0.273 | 0.000 | 0.248 | -0.058 | 0.000 | -0.021 | 0.172 | 0.209 | 0.000 | 0.373 | 0.348 | 0.000 | -0.160 | -0.049 | -0.049 | -0.099 | -0.100 | 0.528 | 0.000 | -0.021 | 0.175 | -0.034 | 0.210 | 0.000 | 0.133 | -0.055 | 0.057 | -0.114 | 0.127 |
| ammonium_imputed | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.474 | 0.480 | 0.399 | 0.000 | 0.256 | 0.000 | 0.000 | 0.721 | 0.000 | 0.000 | 0.000 | 0.000 | 0.399 | 0.000 | 0.721 | 0.480 | 0.399 | 0.000 | 0.866 | 0.721 | 0.000 | 0.220 | 0.000 | 0.000 | 0.866 |
| chl | -0.273 | 0.000 | 1.000 | 0.159 | 0.325 | -0.320 | 0.395 | 0.606 | 0.528 | 0.098 | 0.000 | 0.399 | 0.048 | 0.000 | 0.072 | -0.377 | -0.343 | 0.206 | -0.280 | 0.228 | 0.000 | 0.606 | 0.411 | 0.584 | -0.268 | 0.000 | 0.000 | 0.381 | 0.536 | -0.254 | -0.531 |
| chl_imputed | 0.000 | 0.000 | 0.159 | 1.000 | 0.357 | 0.000 | 0.752 | 0.298 | 0.539 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.085 | 0.085 | 0.000 | 0.000 | 0.000 | 0.000 | 0.298 | 0.319 | 0.376 | 0.000 | 0.000 | 0.000 | 0.000 | 0.100 | 0.000 | 0.601 |
| co2 | 0.248 | 0.000 | 0.325 | 0.357 | 1.000 | -0.814 | 0.195 | 0.562 | 0.795 | -0.172 | 0.205 | -0.083 | 0.065 | 0.000 | 0.043 | -0.814 | -0.813 | -0.534 | -0.884 | 0.415 | 0.000 | 0.562 | 0.939 | 0.395 | 0.035 | 0.000 | 0.226 | 0.273 | 0.678 | 0.140 | -0.432 |
| co3- | -0.058 | 0.000 | -0.320 | 0.000 | -0.814 | 1.000 | 0.179 | -0.593 | -0.518 | 0.117 | 0.154 | 0.238 | -0.287 | 0.000 | -0.178 | 0.992 | 0.995 | 0.398 | 0.956 | -0.429 | 0.000 | -0.593 | -0.911 | -0.465 | -0.113 | 0.000 | 0.206 | 0.168 | -0.333 | -0.330 | 0.623 |
| depth_desc | 0.000 | 0.474 | 0.395 | 0.752 | 0.195 | 0.179 | 1.000 | 0.644 | 0.592 | 0.000 | 0.000 | 0.000 | 0.000 | 0.474 | 0.000 | 0.000 | 0.000 | 0.217 | 0.337 | 0.000 | 0.474 | 0.644 | 0.459 | 0.400 | 0.383 | 0.474 | 0.000 | 0.000 | 0.396 | 0.000 | 0.517 |
| depth_m | -0.021 | 0.480 | 0.606 | 0.298 | 0.562 | -0.593 | 0.644 | 1.000 | 0.714 | 0.042 | 0.000 | 0.105 | 0.200 | 0.480 | -0.014 | -0.664 | -0.640 | 0.207 | -0.607 | 0.513 | 0.480 | 1.000 | 0.722 | 0.735 | 0.179 | 0.480 | 0.000 | 0.298 | 0.624 | -0.086 | -0.890 |
| hco3- | 0.172 | 0.399 | 0.528 | 0.539 | 0.795 | -0.518 | 0.592 | 0.714 | 1.000 | -0.095 | 0.166 | 0.167 | 0.067 | 0.399 | -0.091 | -0.571 | -0.547 | -0.087 | -0.627 | 0.456 | 0.399 | 0.714 | 0.777 | 0.605 | -0.079 | 0.399 | 0.192 | 0.699 | 0.960 | -0.156 | -0.603 |
| lat | 0.209 | 0.000 | 0.098 | 0.000 | -0.172 | 0.117 | 0.000 | 0.042 | -0.095 | 1.000 | 0.698 | 0.554 | 0.138 | 0.000 | 0.071 | 0.108 | 0.101 | 0.134 | 0.209 | 0.098 | 0.000 | 0.042 | -0.062 | 0.134 | -0.053 | 0.000 | 0.949 | -0.088 | -0.049 | -0.425 | -0.115 |
| loc | 0.000 | 0.256 | 0.000 | 0.000 | 0.205 | 0.154 | 0.000 | 0.000 | 0.166 | 0.698 | 1.000 | 0.899 | 0.066 | 0.256 | 0.422 | 0.122 | 0.122 | 0.000 | 0.253 | 0.200 | 0.256 | 0.000 | 0.233 | 0.224 | 0.000 | 0.256 | 0.832 | 0.362 | 0.000 | 0.789 | 0.000 |
| lon | 0.373 | 0.000 | 0.399 | 0.000 | -0.083 | 0.238 | 0.000 | 0.105 | 0.167 | 0.554 | 0.899 | 1.000 | 0.346 | 0.000 | -0.156 | 0.204 | 0.230 | 0.364 | 0.299 | 0.421 | 0.000 | 0.105 | -0.077 | 0.204 | -0.039 | 0.000 | 0.926 | 0.308 | 0.214 | -0.662 | -0.011 |
| nitrate_nitrite | 0.348 | 0.000 | 0.048 | 0.000 | 0.065 | -0.287 | 0.000 | 0.200 | 0.067 | 0.138 | 0.066 | 0.346 | 1.000 | 0.000 | -0.101 | -0.288 | -0.271 | 0.172 | -0.200 | 0.624 | 0.000 | 0.200 | 0.199 | 0.246 | 0.419 | 0.000 | 0.338 | -0.197 | -0.063 | -0.059 | -0.300 |
| nitrate_nitrite_imputed | 0.000 | 0.721 | 0.000 | 0.000 | 0.000 | 0.000 | 0.474 | 0.480 | 0.399 | 0.000 | 0.256 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.399 | 0.000 | 0.721 | 0.480 | 0.399 | 0.000 | 0.866 | 0.721 | 0.000 | 0.220 | 0.000 | 0.000 | 0.866 |
| o2 | -0.160 | 0.000 | 0.072 | 0.000 | 0.043 | -0.178 | 0.000 | -0.014 | -0.091 | 0.071 | 0.422 | -0.156 | -0.101 | 0.000 | 1.000 | -0.172 | -0.162 | -0.287 | -0.223 | -0.156 | 0.000 | -0.014 | 0.134 | -0.392 | -0.338 | 0.000 | 0.572 | -0.279 | -0.126 | 0.612 | -0.072 |
| omega_ar | -0.049 | 0.000 | -0.377 | 0.085 | -0.814 | 0.992 | 0.000 | -0.664 | -0.571 | 0.108 | 0.122 | 0.204 | -0.288 | 0.000 | -0.172 | 1.000 | 0.996 | 0.314 | 0.957 | -0.478 | 0.000 | -0.664 | -0.931 | -0.530 | -0.094 | 0.000 | 0.000 | 0.114 | -0.385 | -0.305 | 0.694 |
| omega_ca | -0.049 | 0.000 | -0.343 | 0.085 | -0.813 | 0.995 | 0.000 | -0.640 | -0.547 | 0.101 | 0.122 | 0.230 | -0.271 | 0.000 | -0.162 | 0.996 | 1.000 | 0.347 | 0.958 | -0.441 | 0.000 | -0.640 | -0.924 | -0.519 | -0.096 | 0.000 | 0.000 | 0.143 | -0.361 | -0.320 | 0.666 |
| ph | -0.099 | 0.000 | 0.206 | 0.000 | -0.534 | 0.398 | 0.217 | 0.207 | -0.087 | 0.134 | 0.000 | 0.364 | 0.172 | 0.000 | -0.287 | 0.314 | 0.347 | 1.000 | 0.460 | 0.160 | 0.000 | 0.207 | -0.366 | 0.366 | 0.014 | 0.000 | 0.092 | 0.151 | -0.050 | -0.375 | -0.291 |
| ph_lb | -0.100 | 0.399 | -0.280 | 0.000 | -0.884 | 0.956 | 0.337 | -0.607 | -0.627 | 0.209 | 0.253 | 0.299 | -0.200 | 0.399 | -0.223 | 0.957 | 0.958 | 0.460 | 1.000 | -0.433 | 0.399 | -0.607 | -0.946 | -0.410 | -0.101 | 0.399 | 0.267 | 0.023 | -0.459 | -0.428 | 0.594 |
| phosphate | 0.528 | 0.000 | 0.228 | 0.000 | 0.415 | -0.429 | 0.000 | 0.513 | 0.456 | 0.098 | 0.200 | 0.421 | 0.624 | 0.000 | -0.156 | -0.478 | -0.441 | 0.160 | -0.433 | 1.000 | 0.000 | 0.513 | 0.509 | 0.396 | 0.301 | 0.000 | 0.479 | 0.110 | 0.307 | -0.181 | -0.437 |
| phosphate_imputed | 0.000 | 0.721 | 0.000 | 0.000 | 0.000 | 0.000 | 0.474 | 0.480 | 0.399 | 0.000 | 0.256 | 0.000 | 0.000 | 0.721 | 0.000 | 0.000 | 0.000 | 0.000 | 0.399 | 0.000 | 1.000 | 0.480 | 0.399 | 0.000 | 0.866 | 0.721 | 0.000 | 0.220 | 0.000 | 0.000 | 0.866 |
| pres | -0.021 | 0.480 | 0.606 | 0.298 | 0.562 | -0.593 | 0.644 | 1.000 | 0.714 | 0.042 | 0.000 | 0.105 | 0.200 | 0.480 | -0.014 | -0.664 | -0.640 | 0.207 | -0.607 | 0.513 | 0.480 | 1.000 | 0.722 | 0.735 | 0.179 | 0.480 | 0.000 | 0.298 | 0.624 | -0.086 | -0.890 |
| revelle | 0.175 | 0.399 | 0.411 | 0.319 | 0.939 | -0.911 | 0.459 | 0.722 | 0.777 | -0.062 | 0.233 | -0.077 | 0.199 | 0.399 | 0.134 | -0.931 | -0.924 | -0.366 | -0.946 | 0.509 | 0.399 | 0.722 | 1.000 | 0.534 | 0.046 | 0.399 | 0.068 | 0.154 | 0.626 | 0.186 | -0.669 |
| sal_wat | -0.034 | 0.000 | 0.584 | 0.376 | 0.395 | -0.465 | 0.400 | 0.735 | 0.605 | 0.134 | 0.224 | 0.204 | 0.246 | 0.000 | -0.392 | -0.530 | -0.519 | 0.366 | -0.410 | 0.396 | 0.000 | 0.735 | 0.534 | 1.000 | 0.028 | 0.000 | 0.000 | 0.314 | 0.543 | -0.340 | -0.762 |
| silicate | 0.210 | 0.866 | -0.268 | 0.000 | 0.035 | -0.113 | 0.383 | 0.179 | -0.079 | -0.053 | 0.000 | -0.039 | 0.419 | 0.866 | -0.338 | -0.094 | -0.096 | 0.014 | -0.101 | 0.301 | 0.866 | 0.179 | 0.046 | 0.028 | 1.000 | 0.866 | 0.000 | -0.169 | -0.131 | -0.025 | -0.100 |
| silicate_imputed | 0.000 | 0.721 | 0.000 | 0.000 | 0.000 | 0.000 | 0.474 | 0.480 | 0.399 | 0.000 | 0.256 | 0.000 | 0.000 | 0.721 | 0.000 | 0.000 | 0.000 | 0.000 | 0.399 | 0.000 | 0.721 | 0.480 | 0.399 | 0.000 | 0.866 | 1.000 | 0.000 | 0.220 | 0.000 | 0.000 | 0.866 |
| station | 0.133 | 0.000 | 0.000 | 0.000 | 0.226 | 0.206 | 0.000 | 0.000 | 0.192 | 0.949 | 0.832 | 0.926 | 0.338 | 0.000 | 0.572 | 0.000 | 0.000 | 0.092 | 0.267 | 0.479 | 0.000 | 0.000 | 0.068 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.622 | 0.000 |
| ta | -0.055 | 0.220 | 0.381 | 0.000 | 0.273 | 0.168 | 0.000 | 0.298 | 0.699 | -0.088 | 0.362 | 0.308 | -0.197 | 0.220 | -0.279 | 0.114 | 0.143 | 0.151 | 0.023 | 0.110 | 0.220 | 0.298 | 0.154 | 0.314 | -0.169 | 0.220 | 0.000 | 1.000 | 0.842 | -0.450 | -0.165 |
| tc | 0.057 | 0.000 | 0.536 | 0.100 | 0.678 | -0.333 | 0.396 | 0.624 | 0.960 | -0.049 | 0.000 | 0.214 | -0.063 | 0.000 | -0.126 | -0.385 | -0.361 | -0.050 | -0.459 | 0.307 | 0.000 | 0.624 | 0.626 | 0.543 | -0.131 | 0.000 | 0.000 | 0.842 | 1.000 | -0.254 | -0.499 |
| temp_in_lb | -0.114 | 0.000 | -0.254 | 0.000 | 0.140 | -0.330 | 0.000 | -0.086 | -0.156 | -0.425 | 0.789 | -0.662 | -0.059 | 0.000 | 0.612 | -0.305 | -0.320 | -0.375 | -0.428 | -0.181 | 0.000 | -0.086 | 0.186 | -0.340 | -0.025 | 0.000 | 0.622 | -0.450 | -0.254 | 1.000 | 0.011 |
| temp_wat | 0.127 | 0.866 | -0.531 | 0.601 | -0.432 | 0.623 | 0.517 | -0.890 | -0.603 | -0.115 | 0.000 | -0.011 | -0.300 | 0.866 | -0.072 | 0.694 | 0.666 | -0.291 | 0.594 | -0.437 | 0.866 | -0.890 | -0.669 | -0.762 | -0.100 | 0.866 | 0.000 | -0.165 | -0.499 | 0.011 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| station | date | time | lat | lon | loc | season | depth_m | depth_desc | sample_id | temp_wat | temp_in_lb | sal_wat | pres | ph_lb | ta | ph | tc | co2 | hco3- | co3- | omega_ca | omega_ar | revelle | nitrate_nitrite | ammonium | phosphate | silicate | chl | o2 | datetime | cruise | nitrate_nitrite_imputed | ammonium_imputed | phosphate_imputed | silicate_imputed | chl_imputed | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | S1 | 2025-04-23 | 13:23:00 | 5.49 | -0.020 | Sakumono | First warm / stratified | 1.180230 | surface | P4504-S1-250423-D1m-OA | 28.811195 | 28.1 | 35.421415 | 11.322433 | 7.911840 | 2057.477620 | 7.901379 | 1819.940887 | 13.453219 | 1642.306550 | 164.181119 | 3.964703 | 2.646992 | 9.985909 | 0.335000 | 0.002996 | 0.001864 | 1.0280 | 0.280000 | 6.020 | 2025-04-23 13:23:00 | apr_25 | False | False | False | False | False |
| 1 | S1 | 2025-04-23 | 13:50:00 | 5.49 | -0.020 | Sakumono | First warm / stratified | 4.099514 | dcm | P4504-S1-250423-D4m-OA | 28.853068 | 28.0 | 35.377819 | 14.265719 | 7.928872 | 2186.362778 | 7.916189 | 1930.992613 | 13.745907 | 1737.405111 | 179.841595 | 4.343259 | 2.900027 | 9.993159 | 0.145868 | 0.004545 | 0.002927 | 2.8205 | 0.295000 | 6.020 | 2025-04-23 13:50:00 | apr_25 | False | False | False | False | False |
| 2 | S1 | 2025-04-23 | 14:32:00 | 5.49 | -0.020 | Sakumono | First warm / stratified | 29.117887 | bdcm | P4504-S1-250423-D30m-OA | 24.692851 | 27.9 | 35.607133 | 39.489786 | 7.790904 | 2253.774596 | 7.836247 | 2062.390786 | 19.467477 | 1901.250880 | 141.672429 | 3.377476 | 2.226976 | 11.834711 | 0.004231 | 0.005544 | 0.003624 | 0.9430 | 0.440000 | 6.050 | 2025-04-23 14:32:00 | apr_25 | False | False | False | False | False |
| 3 | S1 | 2025-04-23 | 14:15:00 | 5.49 | -0.020 | Sakumono | First warm / stratified | 46.363425 | bdcm | P4504-S1-250423-D50m-OA | 21.615204 | 27.8 | 35.837798 | 56.877111 | 7.872870 | 2277.409866 | 7.962521 | 2043.438350 | 15.110273 | 1861.704225 | 166.623853 | 3.938284 | 2.575154 | 10.854629 | 0.010000 | 0.005000 | 0.010000 | 0.1000 | 0.303269 | 4.020 | 2025-04-23 14:15:00 | apr_25 | True | True | True | True | True |
| 4 | S2 | 2025-04-23 | 16:25:00 | 5.40 | 0.025 | Sakumono | First warm / stratified | 0.991970 | surface | P4504-S2-250423-D1m-OA | 29.174692 | 27.2 | 35.426609 | 11.132625 | 7.948780 | 2249.848174 | 7.919640 | 1984.672221 | 13.908854 | 1782.448509 | 188.314858 | 4.550804 | 3.042019 | 9.968697 | 0.070000 | 0.006352 | 0.004194 | 0.8500 | 0.265000 | 3.020 | 2025-04-23 16:25:00 | apr_25 | False | False | False | False | False |
| 5 | S2 | 2025-04-23 | 16:24:00 | 5.40 | 0.025 | Sakumono | First warm / stratified | 72.931184 | dcm | P4504-S2-250423-D79m-OA | 20.245721 | 27.4 | 35.866362 | 83.663302 | 7.749702 | 2284.362079 | 7.850527 | 2112.186244 | 21.148512 | 1961.820233 | 129.217499 | 3.036324 | 1.978750 | 12.634590 | 8.090000 | 0.007055 | 0.535000 | 2.4970 | 0.385000 | 2.626 | 2025-04-23 16:24:00 | apr_25 | False | False | False | False | False |
| 6 | S3 | 2025-04-23 | 17:42:00 | 5.31 | 0.070 | Sakumono | First warm / stratified | 1.365841 | surface | P4504-S3-250423-D1m-OA | 29.221542 | 27.2 | 35.485309 | 11.509571 | 7.957956 | 2255.001536 | 7.928072 | 1983.909706 | 13.590769 | 1778.187134 | 192.131803 | 4.640803 | 3.102973 | 9.866457 | 0.006981 | 0.007690 | 0.004691 | 2.2825 | 0.300000 | 1.826 | 2025-04-23 17:42:00 | apr_25 | False | False | False | False | False |
| 7 | S3 | 2025-04-23 | 18:05:00 | 5.31 | 0.070 | Sakumono | First warm / stratified | 13.827684 | dcm | P4504-S3-250423-D10m-OA | 29.263615 | 27.3 | 35.471924 | 24.073871 | 7.950285 | 2271.934981 | 7.920860 | 2003.006382 | 13.945249 | 1797.636679 | 191.424454 | 4.617072 | 3.087907 | 9.953597 | 0.029451 | 0.008276 | 0.005142 | 1.2790 | 0.330000 | 1.026 | 2025-04-23 18:05:00 | apr_25 | False | False | False | False | False |
| 8 | S3 | 2025-04-23 | 18:14:00 | 5.31 | 0.070 | Sakumono | First warm / stratified | 32.581356 | bdcm | P4504-S3-250423-D30m-OA | 26.668512 | 27.2 | 35.333447 | 42.981729 | 7.874043 | 2286.703113 | 7.880692 | 2059.128090 | 16.736006 | 1876.847675 | 165.544409 | 3.967085 | 2.630753 | 10.943809 | 0.010000 | 0.005000 | 0.010000 | 0.1000 | 0.415000 | 7.020 | 2025-04-23 18:14:00 | apr_25 | True | True | True | True | False |
| 9 | J1 | 2025-04-25 | 11:11:00 | 5.41 | -0.180 | Jamestown | First warm / stratified | 2.197963 | surface | P4504-J1-250425-D1m-OA | 28.935522 | 28.8 | 35.293679 | 12.348534 | 7.883000 | 2125.023323 | 7.880946 | 1892.612862 | 14.698818 | 1714.156037 | 163.758007 | 3.959497 | 2.644097 | 10.305959 | 0.045000 | 0.008825 | 0.005559 | 1.4300 | 0.175000 | 6.100 | 2025-04-25 11:11:00 | apr_25 | False | False | False | False | False |
| station | date | time | lat | lon | loc | season | depth_m | depth_desc | sample_id | temp_wat | temp_in_lb | sal_wat | pres | ph_lb | ta | ph | tc | co2 | hco3- | co3- | omega_ca | omega_ar | revelle | nitrate_nitrite | ammonium | phosphate | silicate | chl | o2 | datetime | cruise | nitrate_nitrite_imputed | ammonium_imputed | phosphate_imputed | silicate_imputed | chl_imputed | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 20 | P2 | 2025-04-26 | 11:32:00 | 5.50 | 0.195 | Prampram | First warm / stratified | 47.293000 | dcm | P4504-P2-250426-D65m-OA | 23.599300 | 26.6 | 35.712900 | 57.814500 | 7.884506 | 2219.166964 | 7.927001 | 1993.001572 | 15.384785 | 1816.783828 | 160.832959 | 3.814578 | 2.507940 | 10.834207 | 0.028088 | 0.012078 | 0.055000 | 1.3430 | 0.420000 | 1.432 | 2025-04-26 11:32:00 | apr_25 | False | False | False | False | False |
| 21 | P2 | 2025-04-26 | 11:49:00 | 5.50 | 0.195 | Prampram | First warm / stratified | 73.834000 | bdcm | P4504-P2-250426-D85m-OA | 19.351500 | 26.5 | 35.953000 | 84.574000 | 7.785425 | 2239.539628 | 7.886975 | 2058.881358 | 19.255645 | 1907.251764 | 132.373950 | 3.105161 | 2.019163 | 12.250903 | 8.110000 | 0.027194 | 0.523000 | 2.6540 | 0.303269 | 0.964 | 2025-04-26 11:49:00 | apr_25 | False | False | False | False | True |
| 22 | P3 | 2025-04-26 | 13:10:00 | 5.41 | 0.240 | Prampram | First warm / stratified | 1.241800 | surface | P4504-P3-250426-D1m-OA | 29.454900 | 26.5 | 35.405400 | 11.390000 | 7.975959 | 2317.510980 | 7.932205 | 2037.469829 | 13.756564 | 1823.489350 | 200.223915 | 4.842224 | 3.239785 | 9.866872 | 0.030665 | 0.012693 | 0.008124 | 1.3670 | 0.275000 | 0.496 | 2025-04-26 13:10:00 | apr_25 | False | False | False | False | False |
| 23 | P3 | 2025-04-26 | 13:28:00 | 5.41 | 0.240 | Prampram | First warm / stratified | 70.087900 | dcm | P4504-P3-250426-D60m-OA | 19.850100 | 26.6 | 35.816400 | 80.796700 | 7.851070 | 2332.383870 | 7.948167 | 2115.028697 | 16.860577 | 1940.683337 | 157.484783 | 3.702054 | 2.409870 | 11.472348 | 5.120000 | 0.013094 | 0.350000 | 1.9390 | 0.350000 | 0.028 | 2025-04-26 13:28:00 | apr_25 | False | False | False | False | False |
| 24 | A1 | 2025-04-27 | 11:00:00 | 5.66 | 0.330 | Ayitepa | First warm / stratified | 2.632352 | surface | P4504-A1-250427-D1m-OA | 29.057101 | 27.4 | 35.300684 | 12.786494 | 7.926968 | 2265.500584 | 7.902524 | 2010.246943 | 14.756587 | 1812.666109 | 182.824248 | 4.421087 | 2.953591 | 10.217329 | 0.033281 | 0.013487 | 0.008422 | 1.3130 | 0.255000 | 7.000 | 2025-04-27 11:00:00 | apr_25 | False | False | False | False | False |
| 25 | A1 | 2025-04-27 | 11:21:00 | 5.66 | 0.330 | Ayitepa | First warm / stratified | 43.138458 | dcm | P4504-A1-250427-D37m-OA | 25.341947 | 27.1 | 35.571770 | 53.625629 | 7.900881 | 2241.295615 | 7.925257 | 2002.299762 | 14.953860 | 1817.114173 | 170.231728 | 4.055626 | 2.679679 | 10.566892 | 0.222634 | 0.062389 | 0.023000 | 1.3205 | 0.610000 | 5.210 | 2025-04-27 11:21:00 | apr_25 | False | False | False | False | False |
| 26 | A2 | 2025-04-27 | 12:21:00 | 5.57 | 0.375 | Ayitepa | First warm / stratified | 1.134901 | surface | P4504-A2-250427-D1m-OA | 29.405813 | 27.5 | 35.404716 | 11.276732 | 7.904938 | 2238.966717 | 7.877005 | 1996.006270 | 15.486484 | 1806.180048 | 174.339738 | 4.215886 | 2.820246 | 10.390029 | 0.037281 | 0.111985 | 0.008714 | 1.2605 | 0.275000 | 4.120 | 2025-04-27 12:21:00 | apr_25 | False | False | False | False | False |
| 27 | A2 | 2025-04-27 | 12:48:00 | 5.57 | 0.375 | Ayitepa | First warm / stratified | 70.211005 | dcm | P4504-A2-250427-D57m-OA | 19.772655 | 27.7 | 35.829397 | 80.920759 | 7.780555 | 2247.633596 | 7.893507 | 2061.538598 | 18.815691 | 1906.652795 | 136.070111 | 3.198019 | 2.081385 | 12.103311 | 10.975000 | 0.014254 | 0.498000 | 2.1370 | 0.365000 | 5.020 | 2025-04-27 12:48:00 | apr_25 | False | False | False | False | False |
| 28 | A3 | 2025-04-27 | 14:16:00 | 5.48 | 0.420 | Ayitepa | First warm / stratified | 1.281243 | surface | P4504-A3-250427-D1m-OA | 29.550371 | 28.0 | 35.247255 | 11.424277 | 7.917586 | 2232.993400 | 7.894802 | 1980.892834 | 14.681328 | 1786.286946 | 179.924560 | 4.358424 | 2.916275 | 10.182779 | 2.415000 | 0.014629 | 0.085000 | 1.0805 | 0.305000 | 6.230 | 2025-04-27 14:16:00 | apr_25 | False | False | False | False | False |
| 29 | A3 | 2025-04-27 | 14:28:00 | 5.48 | 0.420 | Ayitepa | First warm / stratified | 70.817634 | dcm | P4504-A3-250427-D70m-OA | 20.148350 | 27.9 | 35.717116 | 81.532375 | 7.829081 | 2209.568564 | 7.940367 | 2002.019249 | 16.166304 | 1838.028157 | 147.824788 | 3.478305 | 2.265705 | 11.361570 | 1.129658 | 0.016454 | 0.100965 | 1.1100 | 0.400000 | 9.420 | 2025-04-27 14:28:00 | apr_25 | False | False | False | False | False |